Strategyproof Reinforcement Learning for Online Resource Allocation.
Sebastian SteinMateusz OchalIoana-Adriana MoisoiuEnrico GerdingRaghu K. GantiTing HeTom La PortaPublished in: AAMAS (2020)
Keyphrases
- resource allocation
- reinforcement learning
- resource allocation problems
- resource management
- online learning
- optimal resource allocation
- allocate resources
- allocation strategies
- machine learning
- game theory
- function approximation
- resource requirements
- resource allocation and scheduling
- resource allocation decisions
- markov decision processes
- model free
- special case
- allocation problems
- multi agent
- real time
- complex environments
- online advertising
- resource consumption
- combinatorial auctions
- state space
- resource availability
- scarce resources
- learning algorithm
- market equilibrium